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Airbyte Open-Source ELT Cheat Sheet

Airbyte Open-Source ELT Cheat Sheet

Back to Data EngineeringUpdated 2026-05-15

Airbyte is an open-source data integration platform that enables ELT (Extract, Load, Transform) workflows through a modular connector architecture. It provides 600+ pre-built connectors for APIs, databases, and data warehouses, alongside a Python CDK and low-code Connector Builder for custom integration. Airbyte distinguishes itself through transparent state management, flexible deployment options (Cloud vs self-hosted OSS/Enterprise), and first-class support for modern data stack integration with dbt and orchestration tools. One key insight: Airbyte's sync modes (full refresh vs incremental, append vs deduped) fundamentally determine how data flows and persists, making sync mode selection the most consequential configuration decision after connector setup.

What This Cheat Sheet Covers

This topic spans 20 focused tables and 112 indexed concepts. Below is a complete table-by-table outline of this topic, spanning foundational concepts through advanced details.

Table 1: Sync ModesTable 2: Connector Catalog and SourcesTable 3: Connector Development Kit (CDK)Table 4: Destination Behavior and NormalizationTable 5: Deployment OptionsTable 6: Connection ConfigurationTable 7: Data Transformation IntegrationTable 8: Programmatic ControlTable 9: Orchestration and WorkflowTable 10: Monitoring and ObservabilityTable 11: Security and ComplianceTable 12: Performance and ScalingTable 13: Error Handling and ReliabilityTable 14: Workspace and Organization ManagementTable 15: Data Warehouse DestinationsTable 16: File Formats and ProtocolsTable 17: Airbyte ProtocolTable 18: Rate Limiting and API ManagementTable 19: Connector Testing and QualityTable 20: Advanced Configuration

Table 1: Sync Modes

ModeExampleDescription
Full Refresh Overwrite
SELECT * FROM table
→ Replace all destination data
Retrieves all available records from source and replaces everything in destination; ideal for small tables or complete rebuilds
Full Refresh Append
All records synced
→ Appended to existing data
Syncs all source records but appends rather than overwrites; creates duplicates if run multiple times
Full Refresh Overwrite Deduped
All records + primary key
→ Deduplicated destination
Combines full refresh with deduplication based on primary key; most recent record wins based on cursor field

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